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Seismic site characterization using multichannel analysis of surface waves in the Singhbhum region of Jharkhand, India: a case study 利用多通道表面波分析印度贾坎德邦Singhbhum地区的地震现场特征:一个案例研究
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-04-01 DOI: 10.1007/s40328-023-00408-9
Ashhad Imam, Keshav K. Sharma, Virendra Kumar

The present study carries out subsurface exploration of Jamshedpur region using Active Multichannel Analysis of Surface Waves techniques that provide information on the different lithological characteristics. Four different sites (MASW-1 to MASW-4) were chosen in proximity to river basin to obtain a probable shear wave velocity profile. To record the raw wave field traces produced by a 10 kg sledgehammer, a linear array of 24 numbers of 4.5 Hz geophones was employed. The effects of data acquisition parameters, like sampling frequency (500 Hz, 1000 Hz, and 2000 Hz) and offset distance (1 m, 6 m, 8 m, and 20 m), were used to obtain a high-resolution dispersion image. Due to the variables selected as data acquisition parameters, the optimal set of data parameters was found, providing the best resolution of dispersion images for all the selected sites. The results indicate that the best resolution of the dispersion image was produced at an offset distance range of 6–8 m at sampling frequencies range of 500–1000 Hz at 1 m geophone spacing with five stacking, indicating a strong signal to noise ratio in a range of 80–90%. Up to a depth of ~ 3 m, stiff silty clay soil was discovered, and at depths of 30 m or more, medium- to very-dense weathered mica schist was discovered. At sites MASW-1 and MASW-3, respectively, slag fillings were found in the top layer at depths of 1.2 and 2.3 m. Greater depths of hard rock layers have also been found at site MASW-3. Locations along the river generally fall into National Earthquake Hazards Reduction Program (NEHRP) categories C or D.

本研究利用主动多通道表面波分析技术对Jamshedpur地区进行了地下勘探,提供了不同岩性特征的信息。选取了靠近流域的4个不同测点(MASW-1至MASW-4),获得了可能的横波速度剖面。为了记录一个10公斤重的大锤产生的原始波场轨迹,采用了一个由24个4.5 Hz检波器组成的线性阵列。利用采样频率(500 Hz、1000 Hz和2000 Hz)和偏移距离(1 m、6 m、8 m和20 m)等数据采集参数的影响,获得高分辨率色散图像。根据所选择的数据采集参数变量,找到最优的数据参数集,为所有选定的站点提供最佳的色散图像分辨率。结果表明,在偏移距离为6 ~ 8 m、检波器间隔为1 m、采样频率为500 ~ 1000 Hz、5次叠加的情况下,色散图像分辨率最高,信噪比达到80 ~ 90%。3 m以下为坚硬的粉质粘土,30 m以上为中至极致密的风化云母片岩。MASW-1和MASW-3分别在1.2 m和2.3 m的顶部层中发现了矿渣充填体。在MASW-3遗址也发现了更深的硬岩层。沿江地区一般属于国家减少地震灾害规划(NEHRP)的C类或D类。
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引用次数: 0
Using geophysical log data to predict the fracture density in a claystone host rock for storing high-level nuclear waste 利用地球物理测井资料预测存放高放核废料的粘土岩宿主岩的裂缝密度
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-03-02 DOI: 10.1007/s40328-023-00407-w
Emese Tóth, Ervin Hrabovszki, Tivadar M. Tóth

Previously drilled boreholes of a host rock for a potential nuclear waste repository in Hungary revealed a highly fractured claystone rock body. A crucial step for characterizing the hydrodynamic behavior of such a fractured reservoir is fracture identification and accurate calculation of the fracture density. Although acoustic borehole televiewers provide a reliable base for determining the fracture density, older boreholes usually lack such data. However, conventional borehole geophysical measurements are often accessible in such cases. The aim of this study was to identify any correlations between well log data and fracture density. Multiple linear regression analysis was performed on data from two boreholes penetrating the Boda Claystone Formation in southwest Hungary. The upper section of the BAF-4 borehole was used for training, where the fracture density was estimated with a fit of R2 = 0.767. The computed regression function predicted the fracture density with high accuracy in both boreholes for all intervals with typical lithological features. However, in some sections where anomalous well log data indicated changes in the lithology, the prediction accuracy decreased. For example, the function underestimated the fracture density in sandy intervals.

先前在匈牙利一个潜在的核废料储存库的宿主岩石上钻孔发现了一个高度断裂的粘土岩体。裂缝识别和裂缝密度的准确计算是表征此类裂缝性储层水动力特性的关键步骤。尽管声波井眼电视为确定裂缝密度提供了可靠的基础,但较老的井眼通常缺乏此类数据。然而,在这种情况下,通常可以使用常规的钻孔地球物理测量方法。这项研究的目的是确定测井数据与裂缝密度之间的相关性。对穿透匈牙利西南部Boda粘土岩组的两个钻孔数据进行了多元线性回归分析。BAF-4井眼上部用于训练,裂缝密度估计拟合R2 = 0.767。计算出的回归函数对具有典型岩性特征的所有井段的裂缝密度均有较高的预测精度。然而,在一些异常测井数据显示岩性变化的路段,预测精度下降。例如,该函数低估了砂质层段的裂缝密度。
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引用次数: 0
Delineation of hydrothermal alteration zones associated with mineral deposits, using remote sensing and airborne geophysics data. A case study: El-Bakriya area, Central Eastern Desert, Egypt 利用遥感和航空地球物理数据圈定与矿床有关的热液蚀变带。案例研究:埃及中东部沙漠El-Bakriya地区
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-02-27 DOI: 10.1007/s40328-023-00405-y
Reda Abdu Yousef El-Qassas, Atef Mohamed Abu-Donia, Ali Elsayed Ali Omar

El-Bakriya area is situated in the Central Eastern Desert of Egypt. It includes several mineral occurrences and/or deposits. Data from remote sensing and airborne geophysics (gamma-ray and magnetic) were combined to identify the hydrothermal alteration zones and structures related to these occurrences. Various processing of ASTER satellite images revealed fifteen zones of high probability for metallic mineralizations. Airborne gamma-ray spectrometric data clarify K-enrichment zones, which are correlated geologically with the distribution of calc-alkaline, alkali feldspar granites (Younger granites), and calc-alkaline quartzdiorites to granodiorites (Older granites), as well as basement metavolcanics and metasediments. An integrated hydrothermal alteration map was constructed, based on both ASTER remote sensing and airborne gamma-ray spectrometric data. This map delineates some metallic mineral occurrences and/or deposits, which are located in the detected hydrothermal alteration zones. Besides, it displays new potential zones for mineralization, such as: Gabal (G.) El-Shalul, G. El-Bakriya, G. Siwat El-Arsha and G. Umm Bisilla. The geologic and airborne magnetic maps demonstrate five structural lineament trends of E–W, ENE–WSW, NE–SW, NW–SE, and NNW–SSE directions, which might act as pathways to transport the hydrothermal solutions in the study area.

El-Bakriya地区位于埃及的中东部沙漠。它包括几个矿产地和/或矿床。结合遥感和航空地球物理(伽马射线和磁)数据,确定了与这些产状有关的热液蚀变带和构造。对ASTER卫星图像的各种处理揭示了15个高概率金属矿化带。机载伽玛能谱数据明确了钾富集带,与钙碱性、碱长石花岗岩(较年轻花岗岩)、钙碱性石英闪长岩-花岗闪长岩(较老花岗岩)以及基底变质火山和变质沉积岩的分布具有地质相关性。基于ASTER遥感和机载伽玛能谱数据,构建了综合热液蚀变图。这张地图描绘了位于已探测到的热液蚀变带的一些金属矿点和/或矿床。此外,还发现了新的成矿潜力带,如:Gabal (G.)El-Shalul, G. El-Bakriya, G. Siwat El-Arsha和G. Umm Bisilla。地质和航空磁图显示了E-W、ENE-WSW、NE-SW、NW-SE和NNW-SSE五个方向的构造线向,可能是研究区热液运移的通道。
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引用次数: 2
Transformation from a global spherical to an adjusted local rectangular harmonic model 从全局球面模型到调整局部矩形调和模型的转换
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-21 DOI: 10.1007/s40328-023-00406-x
Georgios Panou, Romylos Korakitis

This work presents a technique to transform a global spherical to an adjusted local rectangular harmonic model. First, the mathematical form of a global spherical harmonic model is presented. Second, the necessary conversion from global (geocentric) into local rectangular coordinates is given. Third, Laplace’s equation is solved by the method of separation of variables in local rectangular coordinates and its solutions in different functional forms are presented. Then, the estimation of the coefficients of these mathematical models by a least squares’ adjustment process is described, using as data the values of the disturbing potential of the Earth’s gravity field. The strategy for the selection of the best mathematical model for a successful transformation is described and validated in different case studies. These refer to areas in Greece, China and Germany and include comparisons with other models or methods. The results show the applicability of the presented transformation and confirm its advantages.

本文提出了一种将全局球面模型转换为调整后的局部矩形调和模型的方法。首先,给出了全局球谐模型的数学形式。其次,给出了从全局(地心)坐标到局部直角坐标的必要转换。第三,在局部直角坐标系下用分离变量法求解拉普拉斯方程,给出了不同函数形式下的拉普拉斯方程解。然后,以地球重力场扰动势值为数据,用最小二乘平差法对这些数学模型的系数进行估计。在不同的案例研究中描述并验证了为成功的转换选择最佳数学模型的策略。这些是指希腊、中国和德国的地区,包括与其他模型或方法的比较。结果表明了所提出的改造方法的适用性和优越性。
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引用次数: 1
Simultaneous model-based inversion of pre-stack 3D seismic data targeting a deep geothermal reservoir, Northwest Hungary 基于模型的匈牙利西北部深层地热储层叠前三维地震数据同步反演
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-02-16 DOI: 10.1007/s40328-023-00404-z
Emad N. Masri, Ernő Takács

The well-known, traditional way to extend P-wave acoustic impedance data between and beyond the well log locations is the post-stack inversion of seismic data usually available in the surroundings of the boreholes. A relatively new trend in the seismic exploration is based on the pre-stack inversion of the seismic CDP gathers providing both the P- and S-wave acoustic impedance sections (and volumes), as well as the estimated density data. This methodology is often called as simultaneous model-based inversion and can be utilized not only for hydrocarbon exploration, but it might also be a useful tool for the investigation of geothermal resources. In this study, we will compare the results of post-stack and pre-stack acoustic impedance inversions utilizing the same seismic volume. We will demonstrate and analyze the inverted attribute sections (and some of their derivatives) obtained by the pre-stack algorithm in detail. Finally, we will draw the conclusions about the lithological discrimination of the studied complex carbonate geothermal reservoir located in the pre-Cenozoic basement of the Little Hungarian Plain.

众所周知,将纵波声阻抗数据扩展到测井位置之间和之外的传统方法是对通常在井眼周围可用的地震数据进行叠后反演。地震勘探的一个相对新的趋势是基于地震CDP集的叠前反演,提供P波和s波声阻抗剖面(和体积)以及估计密度数据。这种方法通常被称为基于模型的同步反演,不仅可以用于油气勘探,也可以用于地热资源的调查。在这项研究中,我们将比较使用相同地震体积的叠后和叠前声阻抗反演结果。我们将详细演示和分析由堆栈前算法获得的倒属性部分(及其一些衍生部分)。最后,对小匈牙利平原前新生代基底的复杂碳酸盐岩地热储层进行了岩性识别。
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引用次数: 0
Ground penetrating radar forward modeling of roads based on random media model 基于随机介质模型的探地雷达道路正演模拟
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-16 DOI: 10.1007/s40328-023-00403-0
Wenliang Zhang, Gongfeng Xin, Guanxu Long, Lei Song

Road structure is composed of different pavement materials. These materials contain a large number of particles and pores with different sizes, shapes, dielectric properties and spatial locations, which determines the electromagnetic properties of roads. These feature multi-scale and discontinuous characteristics between layers, together with geometric irregularity and random non-uniformity characteristics within layers, therefore random structures will undoubtedly have a negative impact on GPR detection and data interpretation. As a supplement to the experimental observation, the forward modeling based on random media model can provide an economical and effective way for GPR detection of road hidden diseases. In this paper, discrete random media model and continuous random media model are established respectively by using digital image processing technology and stochastic process theory according to the structural characteristics of different layers of media in road structure. On the basis of the established random media model, the GPR response of holes and pipelines are simulated and analyzed by the Finite Difference Time Domain method, and the GPR signal is processed by the synthetic aperture focused imaging method. By comparing with homogeneous layered models, the results show that the forward modeling based on random media model can reflect the characteristics of ground penetrating radar signal of road structure more accurately. PVC pipe is accompanied by obvious multiple waves in the case of water filling. The polarity relationship between reflected wave and direct wave is the key to distinguish whether it is iron pipe or cavity. Synthetic aperture focused imaging algorithm can enhance the recognition of spatial location, size and dielectric properties of the target. The comparison with the field results shows that the simulated results are in reasonable agreement with the measured ones.

道路结构是由不同的路面材料组成的。这些材料含有大量的颗粒和孔隙,它们具有不同的大小、形状、介电性能和空间位置,决定了道路的电磁性能。这些结构具有层间多尺度和不连续的特征,层内具有几何不规则性和随机非均匀性特征,因此随机结构无疑会对探地雷达探测和数据解释产生负面影响。作为对实验观测的补充,基于随机介质模型的正演建模可以为探地雷达探测道路隐蔽性病害提供一种经济有效的方法。本文根据道路结构中不同层状介质的结构特点,运用数字图像处理技术和随机过程理论,分别建立了离散随机介质模型和连续随机介质模型。在建立随机介质模型的基础上,采用时域有限差分法对孔和管道的探地雷达响应进行模拟分析,并采用合成孔径聚焦成像方法对探地雷达信号进行处理。通过与均匀分层模型的比较,结果表明,基于随机介质模型的正演模拟能更准确地反映道路结构的探地雷达信号特征。PVC管材在充水的情况下会伴有明显的多重波纹。反射波与直波的极性关系是区分是铁管还是空腔的关键。合成孔径聚焦成像算法可以增强对目标空间位置、尺寸和介电特性的识别。结果表明,模拟结果与实测值吻合较好。
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引用次数: 0
An automatic procedure for earthquake analysis using real-time data 使用实时数据进行地震分析的自动程序
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-08 DOI: 10.1007/s40328-023-00402-1
M. Craiu, A. Craiu, M. Mihai, A. Marmureanu

The seismicity of Romania is mostly represented by earthquakes produced by the Vrancea seismic source with intermediate depth events (3 shocks/century with magnitude MW greater than 7.0). The seismic activity in Romania also includes crustal earthquakes. The crustal seismicity is more scattered and moderate compared to the intermediate-depth one. A stable and automatic method has been implemented in the real-time data acquisition and processing system ANTELOPE to estimate the seismic moment, the moment magnitude and the corner frequency of events recorded by the velocity sensors, using spectral analysis applied to S waves. The main goals are the independent estimation of the seismic moment and the common characterization for all events recorded by the National Seismic Network. The main target of this paper is represented by the fast estimation of moment magnitude MW and ground motion parameters that are derived using Gallo et al. (Bull Earthquake Eng 12:185–202, 2014) methodology and their validation with other magnitude determination algorithms existing at the National Institute for Earth Physics (NIEP). To test this new methodology, we have analyzed 331 seismic events, most of them being automaticaly located, and afterwards added a new, manually processed solution for events with ML ≥ 4.5, to obtain a larger interval of magnitudes.

罗马尼亚的地震活动主要是由弗朗西亚震源产生的中深度地震(3次/世纪,震级大于7.0)。罗马尼亚的地震活动还包括地壳地震。与中深度地震活动相比,地壳地震活动更加分散和温和。在实时数据采集与处理系统羚羊中实现了一种稳定、自动的方法,利用S波谱分析方法估计速度传感器记录的地震矩、矩震级和角频率。主要目标是地震矩的独立估计和国家地震台网记录的所有事件的共同特征。本文的主要目标是使用Gallo等人(Bull Earthquake Eng 12:185-202, 2014)的方法对矩级MW和地面运动参数进行快速估计,并与美国国家地球物理研究所(NIEP)现有的其他震级确定算法进行验证。为了验证这一新方法,我们分析了331个地震事件,其中大多数是自动定位的,然后添加了一个新的手动处理的ML≥4.5的事件解决方案,以获得更大的震级间隔。
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引用次数: 1
A prediction method for abrasion loss rate of some Egyptian carbonate rocks due to cyclic salt crystallization weathering using physico-mechanical deterioration: insights from laboratory investigations 利用物理-机械劣化预测埃及一些碳酸盐岩因循环盐结晶风化造成的磨蚀损失率的方法:实验室调查的启示
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-02 DOI: 10.1007/s40328-023-00401-2
Marzouk Mohamed Aly Abdelhamid, B. G. Mousa

Salt crystallization is the most important weathering processes that causes problems for rocks used as building stones. Therefore, assessment of the physico-mechanical properties of stones against cyclic salt crystallization is a critical issue for rock engineering applications in salty environmental conditions especially prone to abrasion. This research aims at investigating the relationship between the degradation of various physico-mechanical properties including apparent porosity, point load index, unconfined compression strength and abrasion loss rate for rocks during salt weathering process. For showing rock weathering in the salt crystallization process, five kinds of carbonate rocks were sampled from different areas of Egypt and subject to cyclic salt crystallization, up to twenty cycles. The variation rates of their physico-mechanical characteristics and abrasion loss values were calculated after each five cycles of salt weathering. The results showed that the studied rocks are suitable for use as building and decorative stones in areas prone to crystallization of salts, but attention must be paid to rocks with high porosity and low strength characteristics such as El-Minia limestone specimens. It was also found that there are strong linear correlations between the physico-mechanical degradation parameters and the abrasion loss rate of the studied rock samples at the end of the twentieth cycle of salt weathering. These relationships may be used to estimate the abrasion loss rate of the studied rock types against the cyclic salt weathering conditions and hence to make a rapid evaluation of the stone durability.

盐结晶是最重要的风化过程,会给用作建筑石材的岩石带来问题。因此,在盐碱环境条件下,尤其是在易磨损的环境条件下,评估石头的物理机械特性以防止循环盐结晶是岩石工程应用的一个关键问题。本研究旨在探究岩石在盐风化过程中各种物理力学性能(包括表观孔隙率、点荷载指数、无约束压缩强度和磨损率)退化之间的关系。为了展示盐结晶过程中的岩石风化,从埃及不同地区采集了五种碳酸盐岩样本,并对其进行了长达二十次的循环盐结晶。在每五个盐风化周期后,计算其物理机械特征的变化率和磨损值。结果表明,所研究的岩石适合在易受盐类结晶影响的地区用作建筑和装饰石材,但必须注意孔隙率高、强度低的岩石,如 El-Minia 石灰岩试样。研究还发现,在第 20 个盐风化周期结束时,所研究岩石样本的物理机械降解参数与磨蚀损失率之间存在很强的线性关系。这些关系可用来估算所研究岩石类型在循环盐风化条件下的磨损率,从而快速评估石材的耐久性。
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引用次数: 0
Land use/land cover classification with Landsat-8 and Landsat-9 satellite images: a comparative analysis between forest- and agriculture-dominated landscapes using different machine learning methods Landsat-8和Landsat-9卫星图像的土地利用/土地覆盖分类:使用不同机器学习方法对森林和农业为主的景观进行比较分析
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-12-16 DOI: 10.1007/s40328-022-00400-9
Ekrem Saralioglu, Can Vatandaslar

The Landsat program, which started in 1972 with Landsat-1, continues today with its newest satellite, Landsat-9, launched on 27 October 2021. The Landsat-9 data have been freely distributed since 10 February 2022 on the Earth Explorer platform. However, no scientific study on Landsat-9 for land use/land cover (LULC) mapping has yet been published, focusing on specific eco-systems. Therefore, the present study investigates the potential of Landsat-9 images for LULC classification in forest and agricultural systems. To achieve this, we selected two study areas, i.e. Kaynarca (forest-dominated) and Hocalar (agriculture-dominated), from different ecoregions of Turkey. Then, we mapped their LULCs using Landsat-8 and Landsat-9 data with the Support Vector Machine, K-Nearest Neighbors (K-NN), Light Gradient Boosting Machine (LightGBM), and 3D Convolutional Neural Network (3D-CNN) methods. The classification accuracies were assessed with the F1-score, taking the stand-types maps of the case areas as reference. It was seen that the best maps were generated by the 3D-CNN method with accuracy rates of 88.0% for Kaynarca (Landsat-8) and 87.4% for Hocalar (Landsat-9) at the landscape level. Unlike other methods, 3D-CNN removed the “salt-and-pepper effect” on the maps providing better spatial structure for further analyses. Regardless of the satellite missions, the mapping accuracies for the “productive forest” and “agriculture” classes were > 90% for Kaynarca and Hocalar, respectively. The comparative results suggest that Landsat-9 offers satisfactory LULC maps with similar classification accuracies as Landsat-8 and can be effectively used as a freely available remote sensing resource in monitoring and mapping forest- and agriculture-dominated landscapes.

地球资源卫星计划始于1972年的Landsat-1,今天继续其最新卫星Landsat-9,于2021年10月27日发射。Landsat-9数据自2022年2月10日起在“地球探索者”平台上免费分发。然而,目前还没有发表关于Landsat-9用于土地利用/土地覆盖(LULC)制图的科学研究,侧重于具体的生态系统。因此,本研究探讨了Landsat-9图像在森林和农业系统中用于LULC分类的潜力。为了实现这一目标,我们从土耳其不同的生态区域选择了两个研究区域,即Kaynarca(森林为主)和Hocalar(农业为主)。然后,我们利用Landsat-8和Landsat-9数据,使用支持向量机、k -近邻(K-NN)、光梯度增强机(LightGBM)和3D卷积神经网络(3D- cnn)方法绘制了它们的lulc。以病例区林分图为参考,用f1分值评价分类精度。结果表明,在景观水平上,3D-CNN方法生成的地图精度最高,Kaynarca (Landsat-8)的准确率为88.0%,Hocalar (Landsat-9)的准确率为87.4%。与其他方法不同,3D-CNN消除了地图上的“盐和胡椒效应”,为进一步分析提供了更好的空间结构。不管卫星任务如何,卡纳尔卡和霍卡拉的“生产性森林”和“农业”类别的地图精度分别为90%。对比结果表明,Landsat-9提供了与Landsat-8相似的分类精度和令人满意的LULC地图,可以有效地作为一种免费的遥感资源用于森林和农业为主的景观监测和制图。
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引用次数: 3
Inversion of self-potential data using generalized regression neural network 用广义回归神经网络反演自电位数据
IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-12-14 DOI: 10.1007/s40328-022-00396-2
Doğukan Durdağ, Gamze Ayhan Durdağ, Ertan Pekşen

This paper presents a method for parameter estimation of self-potential (SP) anomalies using neural networks. The General Regression Neural Network (GRNN) one-pass learning algorithm was performed to invert SP anomalies of simple shaped geometrical bodies approximation. The one-pass learning algorithm has a certain advantage in terms of computation time compared to classical neural networks because the classical neural networks use multiple learning steps. The presented algorithm was tested on noise-free and noise-corrupted synthetic data. In addition, the method was applied to three field examples: Süleymanköy, Weiss, and Sarıyer anomalies, respectively. The model parameters including electric dipole moment, polarization angle, depth, shape factor, distance from the origin of the anomaly, base slope and the base level were successfully estimated using the presented method. The frequency distribution of each model parameter was calculated to improve and overcome the ambiguity of the estimated model parameters. To investigate the correctness of the estimated model parameters, the obtained results were compared with previous studies. Thus, the agreement between the results obtained by the present method and other previous results is similar to most of the estimated model parameters in accordance with numerical values. The result of the present study shows that the GRNN can be used as a powerful parameter estimation tool in the interpretation of SP data in terms of computation time compared to artificial neural networks.

提出了一种基于神经网络的自电位异常参数估计方法。采用广义回归神经网络(GRNN)一次学习算法对简单几何形体近似的SP异常进行反演。由于经典神经网络采用多步学习,因此单步学习算法与经典神经网络相比在计算时间上具有一定的优势。在无噪声和有噪声的合成数据上对该算法进行了测试。此外,该方法还应用于三个油田实例:Süleymanköy、Weiss和Sarıyer异常。模型参数包括电偶极矩、极化角、深度、形状因子、与异常原点的距离、基底斜率和基底水平。计算各模型参数的频率分布,以改善和克服模型参数估计的模糊性。为了验证模型参数估计的正确性,将得到的结果与前人的研究结果进行了比较。因此,本文方法得到的结果与以往其他结果之间的一致性与根据数值估计的大多数模型参数相似。本研究的结果表明,与人工神经网络相比,GRNN在SP数据的解释中可以作为一种强大的参数估计工具。
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引用次数: 2
期刊
Acta Geodaetica et Geophysica
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